ヽ(⌐■_■)ノ♪♬ @gauntlet_xyz/@robotventures/@aerafinance/@_choppingblock/@zeroknowledgefm

Brooklyn, NY
2000s: Conspicuous Consumption 2010s: Conscious Consumption 2020s: Conspicuous Consciousness?
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Tarun Chitra retweeted
Just posted a survey of pseudorandom codes! They're a fascinating new crypto primitive equivalent to robust and quality-preserving watermarks. The survey is a handbook for researchers & has many open questions. Enjoy! eprint.iacr.org/2026/2162
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OH: “The bond market is saying that @TheStalwart got his wish, except that we got right wing MMT (aka the Iran War)”
hello scott "i am the house" bessent the roof is caving in and we're getting evicted man
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This is basically the main reason to never use Instinct
I’ve seen a couple of posts about this so wanted to demystify. Today, every Muse user gets a free computer in the cloud. It's a real computer, and we’ve designed the security architecture of the Muse Secure VM carefully so you and your Muse can do almost anything you could with a computer sitting under your desk while keeping you and the system safe from threats like prompt injection. We wrote about this at length in our security blog post – security.muse.ai. Activity in the “runtime cell”, which you share with your Muse is unfettered, but sensitive actions are all overseen by the Sentinel, which runs outside of that cell. Similarly, all sensitive secrets - like the passwords you enter into Muse’s secure credential storage - are also stored outside the runtime cell. The runtime cell gets its own root filesystem (including a full Ubuntu linux image) separate from the host filesystem where your other more sensitive data lives. Because it is isolated from the sensitive stuff that runs on the same box, this means that we can, and do, offer users full visibility and control over the files in the runtime cell. Just as you can when you install Linux on your home computer, you can poke around and see all the files that make the system work - both debian system files and the binaries and data files that implement the parts of Muse which run in the runtime cell. This was a very deliberate choice - your Muse Secure VM truly is your own computer in the cloud. You can install software in it, write and compile code, use the browser to surf the web: it is your own Linux box that you can operate as you choose with your Muse. Poking around in this computer doesn't give you any privileged access to Meta infrastructure, or to other people's data If I may geek out a little here for a second… As a kid I loved to take things apart to see how they worked. As a teenager I got into computers and soon found myself drawn to C:\WINDOWS\SYSTEM and the system registry, later Slackware’s /dev/, /proc/ etc – I could see how the system was laid out and as I explored what DLL files and .so files actually did, I gradually became able to meld the computer to my own will. We’re really proud to be able to put a real computer in millions of people’s hands with a similar level of transparency. We built a file explorer right into the Library tab of the UI. We want you to be able to see the markdown files Muse writes while it thinks about how to serve you better, and explore the internals of the system if you’d like to. So, when you ask your Muse to show you its entire filesystem, and receive gigabytes of files you’re seeing the full contents of the runtime cell. It’s yours to explore and enjoy! If you’re not a geek like me, or simply want to download the data that you personally have created directly with your Muse, we added a feature for that too in Settings > Data controls > Download your agent data.
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OH: "Instinct won't get normie usage because they don't have a cute PFP like Muse. Imagine if they tried to use an insect PFP to get back at AI's Jesse Pollak for insulting them"
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“Why yes Mr. Recruiter, I too want to join the memecoin trader diaspora”
I’m not sure what this recruiter was going for but I’m definitely intrigued
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Tarun Chitra retweeted
“Data in robotics versus data in LLMs has a very different alpha decay problem.” — @tarunchitra, Managing Partner @robotventures Much of what LLMs learn can carry across contexts. Robotics data is far more conditional: what works depends heavily on the robot, the objects, and the environment. As robots move into more complex, real-world settings, previously collected data can become less relevant much faster. For builders and investors, that shifts the question from “How much data do you have” to “How quickly can you close the loop between deployment, new data, and adaptation”. From The Convergence: Bhutan by YZi Labs.
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When I see an errant 1/3 in a complexity exponent, my mind wanders to, "did they find some secret randomized algorithm that just used Tracy-Widom that they derandomized" — despite knowing there are so many random ass ways to get 1/3 (c.f. the regret bound industrial complex)
We asked ten Claude Opus 5.5 agents to devise a faster shortest-path algorithm and prove it in Lean. Within 15 hours, they produced C-HD: a formally verified improvement over the published bounds.
Community note
C-HD's formally verified bound improves priors only in a narrow sparse density range (m ≤ n⌊⌊log₂ n⌋^{3/4}⌋) as an asymptotic guarantee with enormous constants and no practical speedup demonstrated. vals.ai/blogs/faster-s… github.com/spicylemonade/…
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Tarun Chitra retweeted
Stablecoin yield is now live on @RaenestApp, powered by Gauntlet. Raenest's 1M+ users across Africa and beyond can now earn yield on their USDC and USDT balances directly in the app they already use to get paid. Balances are supplied to a dedicated vault built on Aera, our own vault infrastructure, and running Gauntlet USD Alpha. Yield comes from overcollateralized onchain lending markets. Read the announcement below ⬇️
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Tarun Chitra retweeted
We are building a new city in Uruguay. Grateful for the trust of our members and investors, and the perseverance of our team. Join us in the great city of the post-AGI era, starting in 2027.
Praxis is building a new city in Uruguay. Construction has begun. Residents move in 2027. Thank you for joining us for the beginning of our long journey. More in @NYTimes.
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Imagine if you could go back in time and show this comic to Kurt Gödel or Paul Cohen
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OH (person usually skeptical of AI): “Wow, I used Muse to go figure out if my doctors and dentists overcharged me on procedures and found thousands of dollars of overcharges; Muse automatically submitted 75 claims for me. Its time to go mega short insurance companies”
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One of the biggest ironies to me about a group that believes E[X] is a gospel is that they learn that in practice the rate of convergence to a stationary-ish mean statistic matters more than predicting E[X] itself (also n.b. @banteg’s and @VitalikButerin’s posts)
EA is a loosely organized group that was brought together for a brief period in the late 2010s on an Internet forum, and as Internet forums go, splintered in a million ways. someone should write a definitive ethnography of that period for the public good “Bentham’s Seed”
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Replying to @lex_node
You don’t fully grasp how much of your life is tracked until you’re sitting in a courtroom, watching federal prosecutors use your digital history against you, down to your most harmless Google searches. Your entire life becomes an open book, and even your most innocent actions can be twisted into something sinister. They get to tell the most damning version of your story. To tell yours in your own words, you have to take the stand.
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Tarun Chitra retweeted
Prediction: within 12 months, top three models will be open source. Economic winners will be the American clouds that serve them: Nebius Iren Baseten Together Fireworks
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Personally there are only three things about ZEC that keep me as a 6+ year holder 1. @zkDragon 2. @zkDragon 3. Only ZK protocol attacked at scale and can realistically fund defenses
“It is meaningfully different to be a Zcash user today than literally six weeks ago.” Dev Ojha (@zkDragon) joins me to discuss Zcash’s security and UX improvements since Ironwood went live: - A quantum-recoverable, formally verified shielded pool - Proving optimizations - Onboarding links from @vizorwallet - Ledger integration for shielded ZEC
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See you in Singapore!
A conversation about the intersection of crypto and AI. @ilblackdragon (@NEARProtocol), @EMostaque (@ii_posts) and @jessepollak (@base) take on the agent economy, with @tarunchitra (@gauntlet_xyz). Wed 7 Oct, 4:35 PM , MEXC Stage
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Tarun Chitra retweeted
636606729769440499166579950236036751749912014371509557713570027508971809534551913252252094954941974952859310861988904737359709200557919 is a factor of RSA-896 saweis.net/posts/rsa-896.htm…
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